A review of machine learning methods for retinal blood vessel segmentation and artery/vein classification

•Recent vessel segmentation using machine and deep learning methods are reviewed.•Performance of non-deep learning and deep learning methods are evaluated.•An artery/vein classification methods are reviewed.•Summary tables are presented, reporting key algorithms, validation databases, and segmentation challenges addressed.